{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "a3b44703",
   "metadata": {},
   "source": [
    "# House price analysis with SparkXshards on Orca"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "416b0a4b",
   "metadata": {},
   "source": [
    "Copyright 2016 The BigDL Authors."
   ]
  },
  {
   "cell_type": "raw",
   "id": "a474a628",
   "metadata": {},
   "source": [
    "# Licensed under the Apache License, Version 2.0 (the \"License\");\n",
    "# you may not use this file except in compliance with the License.\n",
    "# You may obtain a copy of the License at\n",
    "#\n",
    "#     http://www.apache.org/licenses/LICENSE-2.0\n",
    "#\n",
    "# Unless required by applicable law or agreed to in writing, software\n",
    "# distributed under the License is distributed on an \"AS IS\" BASIS,\n",
    "# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.\n",
    "# See the License for the specific language governing permissions and\n",
    "# limitations under the License."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bf304c91",
   "metadata": {},
   "source": [
    "SparkXshards in Orca allows users to process large-scale dataset using existing Python codes in a distributed and data-parallel fashion, as shown below. This notebook is an example of comprehensive data exploration using SparkXshards on Orca. \n",
    "\n",
    "It is adapted from [Kagge Comprehensive data exploration with Python](https://www.kaggle.com/code/pmarcelino/comprehensive-data-exploration-with-python/notebook) notebook on house price analysis.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "aa7ba935",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Use seaborn for some plots\n",
    "!pip install seaborn pandas numpy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fca5adf8",
   "metadata": {},
   "outputs": [],
   "source": [
    "# import necessary libraries\n",
    "import bigdl.orca.data.pandas\n",
    "from bigdl.dllib.nncontext import init_nncontext\n",
    "from bigdl.orca.data.transformer import *\n",
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a46ad6a7",
   "metadata": {},
   "source": [
    "## 1. Load data in parallel and get general information"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "904060e4",
   "metadata": {},
   "source": [
    "Load data into data_shards, it is a SparkXshards that can be operated on in parallel, here each element of the data_shards is a panda dataframe read from a file on the cluster. Users can distribute local code of `pd.read_csv(dataFile)` using `bigdl.orca.data.pandas.read_csv(datapath)`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7be0d69e",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "data_shards = bigdl.orca.data.pandas.read_csv('../house_price/train.csv', nullValue=\"NA\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6d12d912",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Id</th>\n",
       "      <th>MSSubClass</th>\n",
       "      <th>MSZoning</th>\n",
       "      <th>LotFrontage</th>\n",
       "      <th>LotArea</th>\n",
       "      <th>Street</th>\n",
       "      <th>Alley</th>\n",
       "      <th>LotShape</th>\n",
       "      <th>LandContour</th>\n",
       "      <th>Utilities</th>\n",
       "      <th>...</th>\n",
       "      <th>PoolArea</th>\n",
       "      <th>PoolQC</th>\n",
       "      <th>Fence</th>\n",
       "      <th>MiscFeature</th>\n",
       "      <th>MiscVal</th>\n",
       "      <th>MoSold</th>\n",
       "      <th>YrSold</th>\n",
       "      <th>SaleType</th>\n",
       "      <th>SaleCondition</th>\n",
       "      <th>SalePrice</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>65.0</td>\n",
       "      <td>8450</td>\n",
       "      <td>Pave</td>\n",
       "      <td>None</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>208500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>20</td>\n",
       "      <td>RL</td>\n",
       "      <td>80.0</td>\n",
       "      <td>9600</td>\n",
       "      <td>Pave</td>\n",
       "      <td>None</td>\n",
       "      <td>Reg</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>2007</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>181500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>68.0</td>\n",
       "      <td>11250</td>\n",
       "      <td>Pave</td>\n",
       "      <td>None</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>9</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>223500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>70</td>\n",
       "      <td>RL</td>\n",
       "      <td>60.0</td>\n",
       "      <td>9550</td>\n",
       "      <td>Pave</td>\n",
       "      <td>None</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2006</td>\n",
       "      <td>WD</td>\n",
       "      <td>Abnorml</td>\n",
       "      <td>140000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>60</td>\n",
       "      <td>RL</td>\n",
       "      <td>84.0</td>\n",
       "      <td>14260</td>\n",
       "      <td>Pave</td>\n",
       "      <td>None</td>\n",
       "      <td>IR1</td>\n",
       "      <td>Lvl</td>\n",
       "      <td>AllPub</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>2008</td>\n",
       "      <td>WD</td>\n",
       "      <td>Normal</td>\n",
       "      <td>250000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 81 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Id  MSSubClass MSZoning  LotFrontage  LotArea Street Alley LotShape  \\\n",
       "0   1          60       RL         65.0     8450   Pave  None      Reg   \n",
       "1   2          20       RL         80.0     9600   Pave  None      Reg   \n",
       "2   3          60       RL         68.0    11250   Pave  None      IR1   \n",
       "3   4          70       RL         60.0     9550   Pave  None      IR1   \n",
       "4   5          60       RL         84.0    14260   Pave  None      IR1   \n",
       "\n",
       "  LandContour Utilities  ... PoolArea PoolQC Fence MiscFeature MiscVal MoSold  \\\n",
       "0         Lvl    AllPub  ...        0   None  None        None       0      2   \n",
       "1         Lvl    AllPub  ...        0   None  None        None       0      5   \n",
       "2         Lvl    AllPub  ...        0   None  None        None       0      9   \n",
       "3         Lvl    AllPub  ...        0   None  None        None       0      2   \n",
       "4         Lvl    AllPub  ...        0   None  None        None       0     12   \n",
       "\n",
       "  YrSold  SaleType  SaleCondition  SalePrice  \n",
       "0   2008        WD         Normal     208500  \n",
       "1   2007        WD         Normal     181500  \n",
       "2   2008        WD         Normal     223500  \n",
       "3   2006        WD        Abnorml     140000  \n",
       "4   2008        WD         Normal     250000  \n",
       "\n",
       "[5 rows x 81 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# show the first couple of rows in the data_shards\n",
    "data_shards.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "62d45e04",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# see the num of partitions of data_shards\n",
    "data_shards.num_partitions()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "3b8526d9",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1460"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# count total number of rows in the data_shards\n",
    "len(data_shards)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ce183207",
   "metadata": {},
   "source": [
    "## 2. Analysing 'SalePrice'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ef28781d",
   "metadata": {},
   "source": [
    "'SalePrice' is the reason of our quest. Users can compute the descriptive statistics summary of 'SalePrice' on the full data_shards in a distributed way. For local visualization, users can sample a portion of the data_shards acroos the cluster into a local panda dataframe, then analyze it using traditional tools like seaborn for plots."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "97f8598d",
   "metadata": {},
   "source": [
    "### 2.1 Statistics summary of 'SalePrice' on full data_shards"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b3fd91f7",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "createDataFrame from shards attempted Arrow optimization failed as: 'NoneType' object has no attribute 'json',Will try without Arrow optimization\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>summary</th>\n",
       "      <th>SalePrice</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>count</td>\n",
       "      <td>1460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>mean</td>\n",
       "      <td>180921.19589041095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>stddev</td>\n",
       "      <td>79442.50288288663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>min</td>\n",
       "      <td>34900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>max</td>\n",
       "      <td>755000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  summary           SalePrice\n",
       "0   count                1460\n",
       "1    mean  180921.19589041095\n",
       "2  stddev   79442.50288288663\n",
       "3     min               34900\n",
       "4     max              755000"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_shards.select(\"SalePrice\").describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0dc83601",
   "metadata": {},
   "source": [
    "### 2.2 Local visualization of 'SalePrice' on sampled PDF"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "93a246d7",
   "metadata": {},
   "source": [
    "Users can call `data_shards.sample_to_pdf(frac)` to sample a portion of the data_shards and bring back to a panda dataframe on local for visualization. \n",
    "Just a few examples are shown in here."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c9c7c5c4",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# 0 < frac <= 1, here frac = 1.0 is chosen to collect and show full data.\n",
    "pdf = data_shards.sample_to_pdf(frac = 1.0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "5a39cf2f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='SalePrice', ylabel='Density'>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# histogram of 'SalePrice'\n",
    "sns.distplot(pdf['SalePrice'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "24713dbf",
   "metadata": {},
   "source": [
    "Plot scatter plots to show relationship with numerical variables."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "3479a1be",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#scatter plot grlivarea/saleprice\n",
    "var = 'GrLivArea'\n",
    "data = pd.concat([pdf['SalePrice'], pdf[var]], axis=1)\n",
    "data.plot.scatter(x=var, y='SalePrice', ylim=(0,800000));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "d280705c",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#scatter plot totalbsmtsf/saleprice\n",
    "var = 'TotalBsmtSF'\n",
    "data = pd.concat([pdf['SalePrice'], pdf[var]], axis=1)\n",
    "data.plot.scatter(x=var, y='SalePrice', ylim=(0,800000));"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "731322cf",
   "metadata": {},
   "source": [
    "Show relationship with categorical features¶"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "9bffb22b",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#box plot overallqual/saleprice\n",
    "var = 'OverallQual'\n",
    "data = pd.concat([pdf['SalePrice'], pdf[var]], axis=1)\n",
    "f, ax = plt.subplots(figsize=(8, 6))\n",
    "fig = sns.boxplot(x=var, y=\"SalePrice\", data=data)\n",
    "fig.axis(ymin=0, ymax=800000);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "76f091bf",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1260x1260 with 56 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#scatterplot\n",
    "sns.set()\n",
    "cols = ['SalePrice', 'OverallQual', 'GrLivArea', 'GarageCars', 'TotalBsmtSF', 'FullBath', 'YearBuilt']\n",
    "sns.pairplot(pdf[cols], size = 2.5)\n",
    "plt.show();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eaba3886",
   "metadata": {},
   "source": [
    "## 3. Deal with missing data in parallel"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9234843a",
   "metadata": {},
   "source": [
    "It is important to understand the missing data. User can get the stats of full data shards on the cluster."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b8775858",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>col</th>\n",
       "      <th>total</th>\n",
       "      <th>percent</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>PoolQC</td>\n",
       "      <td>1453</td>\n",
       "      <td>0.995205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>MiscFeature</td>\n",
       "      <td>1406</td>\n",
       "      <td>0.963014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Alley</td>\n",
       "      <td>1369</td>\n",
       "      <td>0.937671</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>Fence</td>\n",
       "      <td>1179</td>\n",
       "      <td>0.807534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>FireplaceQu</td>\n",
       "      <td>690</td>\n",
       "      <td>0.472603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>LotFrontage</td>\n",
       "      <td>259</td>\n",
       "      <td>0.177397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>GarageYrBlt</td>\n",
       "      <td>81</td>\n",
       "      <td>0.055479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>GarageCond</td>\n",
       "      <td>81</td>\n",
       "      <td>0.055479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>GarageType</td>\n",
       "      <td>81</td>\n",
       "      <td>0.055479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>GarageFinish</td>\n",
       "      <td>81</td>\n",
       "      <td>0.055479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>GarageQual</td>\n",
       "      <td>81</td>\n",
       "      <td>0.055479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>BsmtFinType2</td>\n",
       "      <td>38</td>\n",
       "      <td>0.026027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>BsmtExposure</td>\n",
       "      <td>38</td>\n",
       "      <td>0.026027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>BsmtQual</td>\n",
       "      <td>37</td>\n",
       "      <td>0.025342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>BsmtCond</td>\n",
       "      <td>37</td>\n",
       "      <td>0.025342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>BsmtFinType1</td>\n",
       "      <td>37</td>\n",
       "      <td>0.025342</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>MasVnrArea</td>\n",
       "      <td>8</td>\n",
       "      <td>0.005479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>MasVnrType</td>\n",
       "      <td>8</td>\n",
       "      <td>0.005479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Electrical</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Id</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             col  total   percent\n",
       "72        PoolQC   1453  0.995205\n",
       "74   MiscFeature   1406  0.963014\n",
       "6          Alley   1369  0.937671\n",
       "73         Fence   1179  0.807534\n",
       "57   FireplaceQu    690  0.472603\n",
       "3    LotFrontage    259  0.177397\n",
       "59   GarageYrBlt     81  0.055479\n",
       "64    GarageCond     81  0.055479\n",
       "58    GarageType     81  0.055479\n",
       "60  GarageFinish     81  0.055479\n",
       "63    GarageQual     81  0.055479\n",
       "35  BsmtFinType2     38  0.026027\n",
       "32  BsmtExposure     38  0.026027\n",
       "30      BsmtQual     37  0.025342\n",
       "31      BsmtCond     37  0.025342\n",
       "33  BsmtFinType1     37  0.025342\n",
       "26    MasVnrArea      8  0.005479\n",
       "25    MasVnrType      8  0.005479\n",
       "42    Electrical      1  0.000685\n",
       "0             Id      0  0.000000"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "null_cnt_pdf = data_shards.get_null_sum().sort_values(by=\"total\", ascending=False)\n",
    "null_cnt_pdf[\"percent\"] = null_cnt_pdf[\"total\"] / len(data_shards)\n",
    "null_cnt_pdf.head(20)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "749c0f59",
   "metadata": {},
   "source": [
    "Drop records which have missing data and evaluate results, `max_value` is count of missing data in a column, should be 0 is all missing data is dropped."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "835484b8",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<string>:550: FutureWarning: In a future version of pandas all arguments of DataFrame.drop except for the argument 'labels' will be keyword-only\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#dealing with missing data\n",
    "new_ds = data_shards.drop_missing_value()\n",
    "\n",
    "# verify missing value has been removed\n",
    "new_cnt_pdf = new_ds.get_null_sum()\n",
    "max_value = new_cnt_pdf['total'].max()\n",
    "max_value"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a93fe017",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "a5cf45f4",
   "metadata": {},
   "source": [
    "## 4. Data transformation and feature engineering in parallel"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b6318a0a",
   "metadata": {},
   "source": [
    "Apply transformation on the data for feature engineering. Users can define transformation function and call `transform_shard` to do feature engineering. Here it showcases how to do a log transformation of 'SalePrice' and extact binary feature column of 'HasBsmt' using 'TotalBsmtSF' column."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "d6e4a182",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SalePrice</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>12.247694</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>12.109011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>12.317167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>11.849398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>12.429216</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>11.870600</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>12.634603</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>12.206073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>11.774520</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>11.678440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11.771436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12.751300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>11.877569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>12.540758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>11.964001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>11.790557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>11.911702</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>11.407565</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>11.976659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>11.842229</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    SalePrice\n",
       "0   12.247694\n",
       "1   12.109011\n",
       "2   12.317167\n",
       "3   11.849398\n",
       "4   12.429216\n",
       "5   11.870600\n",
       "6   12.634603\n",
       "7   12.206073\n",
       "8   11.774520\n",
       "9   11.678440\n",
       "10  11.771436\n",
       "11  12.751300\n",
       "12  11.877569\n",
       "13  12.540758\n",
       "14  11.964001\n",
       "15  11.790557\n",
       "16  11.911702\n",
       "17  11.407565\n",
       "18  11.976659\n",
       "19  11.842229"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# log transformation of the data_shards\n",
    "def generate_new_sale_price(df):\n",
    "    df['SalePrice'] = np.log(df['SalePrice'])\n",
    "    return df\n",
    "new_ds2 = new_ds.transform_shard(generate_new_sale_price)\n",
    "new_ds2.select('SalePrice').head(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "29f94d19",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>TotalBsmtSF</th>\n",
       "      <th>HasBsmt</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>856</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1262</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>920</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>756</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1145</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>796</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1686</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1107</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>952</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>991</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1040</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1175</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>912</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1494</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1253</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>832</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1004</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1114</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1029</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    TotalBsmtSF  HasBsmt\n",
       "0           856        1\n",
       "1          1262        1\n",
       "2           920        1\n",
       "3           756        1\n",
       "4          1145        1\n",
       "5           796        1\n",
       "6          1686        1\n",
       "7          1107        1\n",
       "8           952        1\n",
       "9           991        1\n",
       "10         1040        1\n",
       "11         1175        1\n",
       "12          912        1\n",
       "13         1494        1\n",
       "14         1253        1\n",
       "15          832        1\n",
       "16         1004        1\n",
       "17            0        0\n",
       "18         1114        1\n",
       "19         1029        1"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# create column for new variable (one is enough because it's a binary categorical feature)\n",
    "def generate_HasBsmt(df):\n",
    "    df['HasBsmt'] = 0\n",
    "    df.loc[df['TotalBsmtSF'] > 0, 'HasBsmt'] = 1\n",
    "    return df\n",
    "new_ds3 = new_ds2.transform_shard(generate_HasBsmt)\n",
    "new_ds3.select(['TotalBsmtSF', 'HasBsmt']).head(20)\n"
   ]
  }
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